{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "583a9c9e",
   "metadata": {},
   "source": [
    "# 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "41fac08d",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男1000米跑分数</th>\n",
       "      <th>男50米跑</th>\n",
       "      <th>男50米跑分数</th>\n",
       "      <th>男跳远</th>\n",
       "      <th>男跳远分数</th>\n",
       "      <th>男体前屈</th>\n",
       "      <th>男体前屈分数</th>\n",
       "      <th>男引体</th>\n",
       "      <th>男引体分数</th>\n",
       "      <th>男肺活量</th>\n",
       "      <th>男肺活量分数</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "      <th>BMI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.13</td>\n",
       "      <td>72</td>\n",
       "      <td>8.88</td>\n",
       "      <td>66</td>\n",
       "      <td>195</td>\n",
       "      <td>60</td>\n",
       "      <td>12</td>\n",
       "      <td>74</td>\n",
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       "      <td>2785</td>\n",
       "      <td>62</td>\n",
       "      <td>170</td>\n",
       "      <td>72.599998</td>\n",
       "      <td>25.120001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.16</td>\n",
       "      <td>70</td>\n",
       "      <td>7.70</td>\n",
       "      <td>78</td>\n",
       "      <td>225</td>\n",
       "      <td>74</td>\n",
       "      <td>11</td>\n",
       "      <td>74</td>\n",
       "      <td>7</td>\n",
       "      <td>60</td>\n",
       "      <td>3133</td>\n",
       "      <td>68</td>\n",
       "      <td>174</td>\n",
       "      <td>52.700001</td>\n",
       "      <td>17.410000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.09</td>\n",
       "      <td>74</td>\n",
       "      <td>8.45</td>\n",
       "      <td>70</td>\n",
       "      <td>218</td>\n",
       "      <td>70</td>\n",
       "      <td>14</td>\n",
       "      <td>78</td>\n",
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       "      <td>0</td>\n",
       "      <td>3901</td>\n",
       "      <td>80</td>\n",
       "      <td>169</td>\n",
       "      <td>46.500000</td>\n",
       "      <td>16.280001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.21</td>\n",
       "      <td>68</td>\n",
       "      <td>8.05</td>\n",
       "      <td>74</td>\n",
       "      <td>206</td>\n",
       "      <td>64</td>\n",
       "      <td>13</td>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4946</td>\n",
       "      <td>100</td>\n",
       "      <td>183</td>\n",
       "      <td>79.699997</td>\n",
       "      <td>23.799999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>男</td>\n",
       "      <td>3.44</td>\n",
       "      <td>85</td>\n",
       "      <td>7.52</td>\n",
       "      <td>78</td>\n",
       "      <td>210</td>\n",
       "      <td>66</td>\n",
       "      <td>13</td>\n",
       "      <td>76</td>\n",
       "      <td>9</td>\n",
       "      <td>68</td>\n",
       "      <td>3538</td>\n",
       "      <td>74</td>\n",
       "      <td>171</td>\n",
       "      <td>54.700001</td>\n",
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       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.23</td>\n",
       "      <td>68</td>\n",
       "      <td>8.27</td>\n",
       "      <td>72</td>\n",
       "      <td>208</td>\n",
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       "      <th>473</th>\n",
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       "      <td>5.19</td>\n",
       "      <td>40</td>\n",
       "      <td>9.55</td>\n",
       "      <td>50</td>\n",
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       "      <td>76.000000</td>\n",
       "      <td>24.260000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.25</td>\n",
       "      <td>100</td>\n",
       "      <td>7.50</td>\n",
       "      <td>80</td>\n",
       "      <td>252</td>\n",
       "      <td>90</td>\n",
       "      <td>13</td>\n",
       "      <td>76</td>\n",
       "      <td>13</td>\n",
       "      <td>85</td>\n",
       "      <td>5755</td>\n",
       "      <td>100</td>\n",
       "      <td>181</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>19.840000</td>\n",
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       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.39</td>\n",
       "      <td>62</td>\n",
       "      <td>7.81</td>\n",
       "      <td>76</td>\n",
       "      <td>208</td>\n",
       "      <td>66</td>\n",
       "      <td>14</td>\n",
       "      <td>78</td>\n",
       "      <td>11</td>\n",
       "      <td>76</td>\n",
       "      <td>5688</td>\n",
       "      <td>100</td>\n",
       "      <td>172</td>\n",
       "      <td>51.700001</td>\n",
       "      <td>17.480000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0.000000</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>477 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     班级 性别  男1000米跑  男1000米跑分数  男50米跑  男50米跑分数  男跳远  男跳远分数  男体前屈  男体前屈分数  男引体  \\\n",
       "0     1  男     4.13         72   8.88       66  195     60    12      74    1   \n",
       "1     1  男     4.16         70   7.70       78  225     74    11      74    7   \n",
       "2     1  男     4.09         74   8.45       70  218     70    14      78    1   \n",
       "3     1  男     4.21         68   8.05       74  206     64    13      76    1   \n",
       "4     1  男     3.44         85   7.52       78  210     66    13      76    9   \n",
       "..   .. ..      ...        ...    ...      ...  ...    ...   ...     ...  ...   \n",
       "472  17  男     4.23         68   8.27       72  208     66    10      72    0   \n",
       "473  17  男     5.19         40   9.55       50  210     66    15      80    6   \n",
       "474  17  男     3.25        100   7.50       80  252     90    13      76   13   \n",
       "475  17  男     4.39         62   7.81       76  208     66    14      78   11   \n",
       "476  17  男     0.00          0   0.00        0    0      0     0       0    0   \n",
       "\n",
       "     男引体分数  男肺活量  男肺活量分数   身高         体重        BMI  \n",
       "0        0  2785      62  170  72.599998  25.120001  \n",
       "1       60  3133      68  174  52.700001  17.410000  \n",
       "2        0  3901      80  169  46.500000  16.280001  \n",
       "3        0  4946     100  183  79.699997  23.799999  \n",
       "4       68  3538      74  171  54.700001  18.709999  \n",
       "..     ...   ...     ...  ...        ...        ...  \n",
       "472      0  4647     100  176  69.500000  22.440001  \n",
       "473     50  7042     100  177  76.000000  24.260000  \n",
       "474     85  5755     100  181  65.000000  19.840000  \n",
       "475     76  5688     100  172  51.700001  17.480000  \n",
       "476      0     0       0    0   0.000000   0.000000  \n",
       "\n",
       "[477 rows x 17 columns]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "ts=pd.read_excel('./体测分数_男生.xls')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "id": "694176e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "优秀     219\n",
       "及格     137\n",
       "不及格    121\n",
       "Name: level2, dtype: int64"
      ]
     },
     "execution_count": 271,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts['level1']=pd.cut(ts['男1000米跑分数'],\n",
    "      bins=3,\n",
    "      labels=['不及格','及格','优秀'])\n",
    "data1=ts.level1.value_counts()\n",
    "ts['level2']=pd.cut(ts['男引体分数'],\n",
    "      bins=3,\n",
    "      labels=['不及格','及格','优秀'])\n",
    "data2=ts.level2.value_counts()\n",
    "data2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "adf8371f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "from matplotlib.font_manager  import FontManager\n",
    "fm = FontManager()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "1bda321e",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
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       " 'DejaVu Sans Mono',\n",
       " 'Cambria',\n",
       " 'Book Antiqua',\n",
       " 'Calibri',\n",
       " 'Bodoni MT',\n",
       " 'Palace Script MT',\n",
       " 'Calibri',\n",
       " 'MS Gothic',\n",
       " 'Lucida Bright',\n",
       " 'Lucida Bright',\n",
       " 'Garamond',\n",
       " 'Goudy Old Style',\n",
       " 'Lucida Sans',\n",
       " 'Century Gothic',\n",
       " 'Parchment',\n",
       " 'FZShuTi',\n",
       " 'Segoe UI',\n",
       " 'Kunstler Script',\n",
       " 'Trebuchet MS',\n",
       " 'Segoe UI',\n",
       " 'Leelawadee',\n",
       " 'Rockwell Condensed',\n",
       " 'Curlz MT',\n",
       " 'Segoe UI Symbol',\n",
       " 'Microsoft New Tai Lue',\n",
       " 'Myanmar Text',\n",
       " 'Malgun Gothic',\n",
       " 'Franklin Gothic Medium',\n",
       " 'Juice ITC',\n",
       " 'Showcard Gothic',\n",
       " 'Georgia',\n",
       " 'French Script MT',\n",
       " 'Sitka Small',\n",
       " 'Calibri',\n",
       " 'Microsoft Himalaya',\n",
       " 'Comic Sans MS',\n",
       " 'DejaVu Sans Mono',\n",
       " 'STXinwei',\n",
       " 'Script MT Bold',\n",
       " 'Tw Cen MT Condensed',\n",
       " 'Imprint MT Shadow',\n",
       " 'Ravie',\n",
       " 'Bodoni MT',\n",
       " 'Century Schoolbook',\n",
       " 'Gloucester MT Extra Condensed',\n",
       " 'Tempus Sans ITC',\n",
       " 'Footlight MT Light',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Californian FB',\n",
       " 'Bodoni MT',\n",
       " 'Myanmar Text',\n",
       " 'Microsoft Yi Baiti',\n",
       " 'Mongolian Baiti',\n",
       " 'Elephant',\n",
       " 'Microsoft YaHei',\n",
       " 'Palatino Linotype',\n",
       " 'Garamond',\n",
       " 'Cambria',\n",
       " 'Nirmala UI',\n",
       " 'Lucida Fax',\n",
       " 'Arial Unicode MS',\n",
       " 'Poor Richard',\n",
       " 'Arial',\n",
       " 'Bodoni MT',\n",
       " 'Times New Roman',\n",
       " 'Constantia',\n",
       " 'Ebrima',\n",
       " 'Copperplate Gothic Light',\n",
       " 'Imprint MT Shadow',\n",
       " 'Comic Sans MS',\n",
       " 'Microsoft Uighur',\n",
       " 'Parchment',\n",
       " 'Segoe Script',\n",
       " 'Blackadder ITC',\n",
       " 'Corbel',\n",
       " 'MingLiU-ExtB',\n",
       " 'Century Schoolbook',\n",
       " 'Wingdings 3',\n",
       " 'Snap ITC',\n",
       " 'Segoe UI',\n",
       " 'Wide Latin',\n",
       " 'Garamond',\n",
       " 'Calisto MT',\n",
       " 'Franklin Gothic Heavy',\n",
       " 'Century',\n",
       " 'Segoe Script',\n",
       " 'Gill Sans MT',\n",
       " 'Castellar',\n",
       " 'Brush Script MT',\n",
       " 'Rage Italic',\n",
       " 'Book Antiqua',\n",
       " 'Sitka Small',\n",
       " 'Leelawadee',\n",
       " 'Kristen ITC',\n",
       " 'Dubai',\n",
       " 'Vladimir Script',\n",
       " 'Eras Demi ITC',\n",
       " 'SimSun',\n",
       " 'High Tower Text',\n",
       " 'Maiandra GD',\n",
       " 'Candara',\n",
       " 'Candara',\n",
       " 'Algerian',\n",
       " 'Palatino Linotype',\n",
       " 'SimSun',\n",
       " 'MV Boli',\n",
       " 'Trebuchet MS',\n",
       " 'Segoe Print',\n",
       " 'Niagara Solid',\n",
       " 'Times New Roman',\n",
       " 'Lucida Console',\n",
       " 'Microsoft YaHei',\n",
       " 'KaiTi',\n",
       " 'Gill Sans MT Condensed',\n",
       " 'Segoe UI',\n",
       " 'Juice ITC',\n",
       " 'Consolas',\n",
       " 'Ebrima',\n",
       " 'Kristen ITC',\n",
       " 'Elephant',\n",
       " 'Bernard MT Condensed',\n",
       " 'Papyrus',\n",
       " 'Tahoma',\n",
       " 'Comic Sans MS',\n",
       " 'FZYaoTi',\n",
       " 'Perpetua Titling MT',\n",
       " 'Microsoft Uighur',\n",
       " 'Century Gothic',\n",
       " 'Stencil',\n",
       " 'Times New Roman',\n",
       " 'Microsoft Yi Baiti',\n",
       " 'Times New Roman',\n",
       " 'Modern No. 20',\n",
       " 'Microsoft YaHei',\n",
       " 'Garamond',\n",
       " 'Yu Gothic',\n",
       " 'DengXian',\n",
       " 'Dubai',\n",
       " 'MingLiU-ExtB',\n",
       " 'Berlin Sans FB',\n",
       " 'Rockwell Extra Bold',\n",
       " 'Monotype Corsiva',\n",
       " 'Sitka Small',\n",
       " 'MV Boli',\n",
       " 'STXinwei',\n",
       " 'STKaiti',\n",
       " 'STXihei',\n",
       " 'Rockwell',\n",
       " 'Gill Sans MT Ext Condensed Bold',\n",
       " 'Cambria',\n",
       " 'Nirmala UI',\n",
       " 'Symbol',\n",
       " 'Sitka Small',\n",
       " 'Microsoft Uighur',\n",
       " 'Lucida Sans',\n",
       " 'Lucida Bright',\n",
       " 'Lucida Sans Unicode',\n",
       " 'Lucida Sans',\n",
       " 'Verdana',\n",
       " 'Segoe Print',\n",
       " 'Britannic Bold',\n",
       " 'Consolas',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Freestyle Script',\n",
       " 'Calibri',\n",
       " 'Consolas',\n",
       " 'Perpetua Titling MT',\n",
       " 'Bodoni MT',\n",
       " 'Microsoft JhengHei',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Segoe UI Emoji',\n",
       " 'Blackadder ITC',\n",
       " 'Bradley Hand ITC',\n",
       " 'DejaVu Sans Mono',\n",
       " 'Franklin Gothic Demi',\n",
       " 'Gill Sans Ultra Bold',\n",
       " 'FZYaoTi',\n",
       " 'Microsoft Tai Le',\n",
       " 'Courier New',\n",
       " 'Corbel',\n",
       " 'Rockwell',\n",
       " 'Bodoni MT',\n",
       " 'Vivaldi',\n",
       " 'Lucida Fax',\n",
       " 'Calibri',\n",
       " 'Agency FB',\n",
       " 'Perpetua Titling MT',\n",
       " 'Dubai',\n",
       " 'High Tower Text',\n",
       " 'Times New Roman',\n",
       " 'Calisto MT',\n",
       " 'Arial Rounded MT Bold',\n",
       " 'Berlin Sans FB',\n",
       " 'Century Gothic',\n",
       " 'Niagara Engraved',\n",
       " 'Constantia',\n",
       " 'Ebrima',\n",
       " 'Franklin Gothic Book',\n",
       " 'Calibri',\n",
       " 'Microsoft New Tai Lue',\n",
       " 'Nirmala UI',\n",
       " 'Gadugi',\n",
       " 'Goudy Old Style',\n",
       " 'Cambria',\n",
       " 'Tw Cen MT',\n",
       " 'Palatino Linotype',\n",
       " 'Sitka Small',\n",
       " 'Franklin Gothic Book',\n",
       " 'Book Antiqua',\n",
       " 'Courier New',\n",
       " 'Franklin Gothic Medium Cond',\n",
       " 'Leelawadee UI',\n",
       " 'Microsoft Tai Le',\n",
       " 'Candara',\n",
       " 'Lucida Fax',\n",
       " 'Courier New',\n",
       " 'Georgia',\n",
       " 'Franklin Gothic Book',\n",
       " 'Wingdings',\n",
       " 'Arial',\n",
       " 'Arial',\n",
       " 'Consolas',\n",
       " 'Perpetua',\n",
       " 'MS Reference Specialty',\n",
       " 'DengXian',\n",
       " 'Constantia',\n",
       " 'Georgia',\n",
       " 'Georgia',\n",
       " 'Niagara Solid',\n",
       " 'Corbel',\n",
       " 'Franklin Gothic Medium',\n",
       " 'Snap ITC',\n",
       " 'Engravers MT',\n",
       " 'Microsoft Himalaya',\n",
       " 'Gill Sans MT',\n",
       " 'Segoe UI',\n",
       " 'Bell MT',\n",
       " 'Candara',\n",
       " 'Verdana',\n",
       " 'Lucida Bright',\n",
       " 'Corbel',\n",
       " 'Verdana',\n",
       " 'Rockwell',\n",
       " 'Gabriola',\n",
       " 'Sitka Small',\n",
       " 'Constantia',\n",
       " 'Microsoft Sans Serif',\n",
       " 'MS Outlook',\n",
       " 'Sitka Small',\n",
       " 'Comic Sans MS',\n",
       " 'SimHei',\n",
       " 'Microsoft JhengHei',\n",
       " 'Malgun Gothic',\n",
       " 'Consolas',\n",
       " 'Calisto MT',\n",
       " 'MT Extra',\n",
       " 'Curlz MT',\n",
       " 'Segoe UI',\n",
       " 'FangSong',\n",
       " 'Times New Roman',\n",
       " 'Trebuchet MS',\n",
       " 'Candara',\n",
       " 'Bodoni MT',\n",
       " 'Colonna MT',\n",
       " 'Gill Sans MT',\n",
       " 'Script MT Bold',\n",
       " 'Candara',\n",
       " 'Elephant',\n",
       " 'Ebrima',\n",
       " 'Chiller',\n",
       " 'Century Gothic',\n",
       " 'Perpetua Titling MT',\n",
       " 'Verdana',\n",
       " 'Segoe Print',\n",
       " 'Arial',\n",
       " 'Calibri',\n",
       " 'Maiandra GD',\n",
       " 'Segoe UI',\n",
       " 'Algerian',\n",
       " 'Forte',\n",
       " 'Verdana',\n",
       " 'Tahoma',\n",
       " 'Segoe UI Historic',\n",
       " 'Franklin Gothic Heavy',\n",
       " 'Consolas',\n",
       " 'Myanmar Text',\n",
       " 'Agency FB',\n",
       " 'Franklin Gothic Medium',\n",
       " 'Pristina',\n",
       " 'Corbel',\n",
       " 'Bodoni MT',\n",
       " 'Bookman Old Style',\n",
       " 'Franklin Gothic Medium Cond',\n",
       " 'Tw Cen MT Condensed',\n",
       " 'Eras Light ITC',\n",
       " 'Dubai',\n",
       " 'Ink Free',\n",
       " 'Centaur',\n",
       " 'Bodoni MT',\n",
       " 'DengXian',\n",
       " 'Garamond',\n",
       " 'Gabriola',\n",
       " 'Goudy Old Style',\n",
       " 'Sitka Small',\n",
       " 'Wingdings 2',\n",
       " 'Trebuchet MS',\n",
       " 'Edwardian Script ITC',\n",
       " 'Cooper Black',\n",
       " 'Garamond',\n",
       " 'Nirmala UI',\n",
       " 'Informal Roman',\n",
       " 'OCR A Extended',\n",
       " 'Consolas',\n",
       " 'Monotype Corsiva',\n",
       " 'STXingkai',\n",
       " 'Malgun Gothic',\n",
       " 'KaiTi',\n",
       " 'Calibri',\n",
       " 'Bookman Old Style',\n",
       " 'Microsoft New Tai Lue',\n",
       " 'STLiti',\n",
       " 'Arial',\n",
       " 'Arial',\n",
       " 'Calisto MT',\n",
       " 'Gill Sans MT',\n",
       " 'Century Schoolbook',\n",
       " 'Arial Rounded MT Bold',\n",
       " 'STFangsong',\n",
       " 'Berlin Sans FB Demi',\n",
       " 'Microsoft YaHei',\n",
       " 'Stencil',\n",
       " 'DengXian',\n",
       " 'Magneto',\n",
       " 'STFangsong',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI',\n",
       " 'Lucida Fax',\n",
       " 'Tahoma',\n",
       " 'Segoe Print',\n",
       " 'DejaVu Sans Mono',\n",
       " 'Haettenschweiler',\n",
       " 'Franklin Gothic Demi',\n",
       " 'Playbill',\n",
       " 'Gill Sans MT Ext Condensed Bold',\n",
       " 'Agency FB',\n",
       " 'Britannic Bold',\n",
       " 'Dubai',\n",
       " 'Verdana',\n",
       " 'Bell MT',\n",
       " 'Nirmala UI',\n",
       " 'Perpetua',\n",
       " 'Georgia',\n",
       " 'Tempus Sans ITC',\n",
       " 'Bookshelf Symbol 7',\n",
       " 'Franklin Gothic Book',\n",
       " 'Calisto MT',\n",
       " 'Goudy Old Style',\n",
       " 'STHupo',\n",
       " 'Lucida Sans Unicode',\n",
       " 'Elephant',\n",
       " 'Gill Sans MT',\n",
       " 'Rockwell Condensed',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI',\n",
       " 'Ink Free',\n",
       " 'Times New Roman',\n",
       " 'Leelawadee',\n",
       " 'Gill Sans MT Condensed',\n",
       " 'Tw Cen MT',\n",
       " 'Courier New',\n",
       " 'Candara',\n",
       " 'Goudy Stout',\n",
       " 'Webdings',\n",
       " 'Microsoft Sans Serif',\n",
       " 'Harlow Solid Italic',\n",
       " 'Franklin Gothic Heavy',\n",
       " 'Comic Sans MS',\n",
       " 'Californian FB',\n",
       " 'Candara',\n",
       " 'DengXian',\n",
       " 'Bell MT',\n",
       " 'Felix Titling',\n",
       " 'Bell MT',\n",
       " 'Gloucester MT Extra Condensed',\n",
       " 'Ravie',\n",
       " 'STKaiti',\n",
       " 'Segoe UI',\n",
       " 'Wide Latin',\n",
       " 'Palatino Linotype',\n",
       " 'YouYuan',\n",
       " 'Tw Cen MT',\n",
       " 'Gill Sans MT',\n",
       " 'Eras Medium ITC',\n",
       " 'Candara',\n",
       " 'Segoe Script',\n",
       " 'Eras Bold ITC',\n",
       " 'Corbel',\n",
       " 'Courier New',\n",
       " 'Palace Script MT',\n",
       " 'Courier New',\n",
       " 'Perpetua',\n",
       " 'Myanmar Text',\n",
       " 'Bodoni MT',\n",
       " 'Bodoni MT',\n",
       " 'Castellar',\n",
       " 'SimSun-ExtB',\n",
       " 'Mistral',\n",
       " 'Tw Cen MT',\n",
       " 'Bodoni MT',\n",
       " 'Bodoni MT',\n",
       " 'Bahnschrift',\n",
       " 'Segoe UI',\n",
       " 'Rockwell Extra Bold',\n",
       " 'Century Gothic',\n",
       " 'Lucida Bright',\n",
       " 'Constantia',\n",
       " 'Calibri',\n",
       " 'Jokerman',\n",
       " 'Bookshelf Symbol 7',\n",
       " 'Franklin Gothic Demi Cond',\n",
       " 'Playbill',\n",
       " 'Tw Cen MT',\n",
       " 'Arial',\n",
       " 'Berlin Sans FB',\n",
       " 'Segoe UI',\n",
       " 'Book Antiqua',\n",
       " 'Berlin Sans FB Demi',\n",
       " 'Microsoft Tai Le',\n",
       " 'DejaVu Sans Mono',\n",
       " 'Malgun Gothic',\n",
       " 'Felix Titling',\n",
       " 'Yu Gothic',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'LiSu',\n",
       " 'Century Schoolbook',\n",
       " 'Century Gothic',\n",
       " 'Wingdings 3',\n",
       " 'Bookman Old Style',\n",
       " 'Marlett',\n",
       " 'Tw Cen MT Condensed Extra Bold',\n",
       " 'Microsoft YaHei',\n",
       " 'Microsoft New Tai Lue',\n",
       " 'Tw Cen MT Condensed',\n",
       " 'Lucida Fax',\n",
       " 'Papyrus',\n",
       " 'Forte',\n",
       " 'Informal Roman',\n",
       " 'Malgun Gothic',\n",
       " 'Sylfaen',\n",
       " 'Californian FB',\n",
       " 'Chiller',\n",
       " 'Broadway',\n",
       " 'Lucida Bright',\n",
       " 'Arial',\n",
       " 'Viner Hand ITC',\n",
       " 'Franklin Gothic Demi',\n",
       " 'Colonna MT',\n",
       " 'Mongolian Baiti',\n",
       " 'Freestyle Script',\n",
       " 'Poor Richard',\n",
       " 'Sylfaen',\n",
       " 'Constantia',\n",
       " 'Dubai',\n",
       " 'Lucida Sans',\n",
       " 'Gadugi',\n",
       " 'Yu Gothic',\n",
       " 'Segoe UI',\n",
       " 'Microsoft PhagsPa',\n",
       " 'Yu Gothic',\n",
       " 'Javanese Text',\n",
       " 'Leelawadee UI',\n",
       " 'Century Gothic',\n",
       " 'Matura MT Script Capitals',\n",
       " 'Bauhaus 93',\n",
       " 'Bodoni MT',\n",
       " 'Lucida Sans',\n",
       " 'STCaiyun',\n",
       " 'Magneto',\n",
       " 'Rage Italic',\n",
       " 'Calibri',\n",
       " 'Lucida Sans',\n",
       " 'Lucida Fax',\n",
       " 'Corbel',\n",
       " 'Showcard Gothic',\n",
       " 'Old English Text MT',\n",
       " 'Bodoni MT',\n",
       " 'Calisto MT',\n",
       " 'Trebuchet MS',\n",
       " 'Footlight MT Light',\n",
       " 'Rockwell',\n",
       " 'Copperplate Gothic Bold',\n",
       " 'Lucida Bright',\n",
       " 'Bodoni MT',\n",
       " 'Cambria',\n",
       " 'Engravers MT',\n",
       " 'Arial',\n",
       " 'Californian FB',\n",
       " 'Goudy Old Style',\n",
       " 'Eras Bold ITC',\n",
       " 'Onyx',\n",
       " 'Gadugi',\n",
       " 'Palatino Linotype',\n",
       " 'STXingkai',\n",
       " 'Bauhaus 93',\n",
       " 'Copperplate Gothic Bold',\n",
       " 'Vivaldi',\n",
       " 'Jokerman',\n",
       " 'Bookman Old Style',\n",
       " 'High Tower Text',\n",
       " 'STXihei',\n",
       " 'Cambria',\n",
       " 'Corbel',\n",
       " 'Broadway',\n",
       " 'Yu Gothic',\n",
       " 'Calisto MT',\n",
       " 'Gill Sans Ultra Bold Condensed',\n",
       " 'Franklin Gothic Demi Cond',\n",
       " 'Californian FB',\n",
       " 'MS Gothic',\n",
       " 'Arial',\n",
       " 'DengXian',\n",
       " 'Impact',\n",
       " 'Segoe MDL2 Assets',\n",
       " 'Microsoft PhagsPa',\n",
       " 'STSong',\n",
       " 'Yu Gothic',\n",
       " 'Lucida Handwriting',\n",
       " 'Microsoft PhagsPa',\n",
       " 'Bodoni MT',\n",
       " 'STHupo',\n",
       " 'Lucida Sans Typewriter']"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[i.name for i in fm.ttflist]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "id": "c6dd2732",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '男1000米跑分数')"
      ]
     },
     "execution_count": 270,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,6))\n",
    "plt.pie(data1,labels=['优秀','及格','不及格'],explode=[0,0,0.3],shadow=True,\n",
    "        labeldistance=1.1,autopct='%0.2f%%')\n",
    "\n",
    "plt.rcParams['font.family']='Microsoft YaHei'\n",
    "plt.rcParams['font.size'] =18 \n",
    "plt.title(label='男1000米跑分数',\n",
    "         backgroundcolor='#c5b783'\n",
    "         )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "641c773e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '男引体分数')"
      ]
     },
     "execution_count": 272,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,6))\n",
    "plt.pie(data2,labels=['优秀','及格','不及格'],explode=[0,0,0.3],shadow=True,\n",
    "        labeldistance=1.1,autopct='%0.2f%%')\n",
    "\n",
    "plt.rcParams['font.family']='Microsoft YaHei'\n",
    "plt.rcParams['font.size'] =18 \n",
    "plt.title(label='男引体分数',\n",
    "         backgroundcolor='#c5b783'\n",
    "         )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d198f73",
   "metadata": {},
   "source": [
    "# 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "d92e760d",
   "metadata": {},
   "outputs": [],
   "source": [
    "tc= pd.read_excel('./体测分数_女生.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "id": "6501901e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '女100米分数分布')"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "count,bins,hists=plt.hist(tc['女800米跑分数'],histtype='bar',bins=4)\n",
    "plt.xticks([0,25,50,75,100])\n",
    "for i,hi in enumerate(hists):\n",
    "    h=hi.get_height()\n",
    "    plt.text(hi.get_x()+10,h+2,count[i],ha='center')\n",
    "plt.title('女100米分数分布')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "30a356c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '女跳远分数分布')"
      ]
     },
     "execution_count": 215,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "count,bins,hists=plt.hist(tc['女跳远分数'],histtype='bar',bins=4)\n",
    "plt.xticks([0,25,50,75,100])\n",
    "for i,hi in enumerate(hists):\n",
    "    h=hi.get_height()\n",
    "    plt.text(hi.get_x()+10,h+2,count[i],ha='center')\n",
    "plt.title('女跳远分数分布')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d3440de",
   "metadata": {},
   "source": [
    "# 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "id": "0154ed6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "正常     441\n",
       "超重      85\n",
       "肥胖      52\n",
       "低体重     15\n",
       "Name: BMI, dtype: int64"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def level(x):\n",
    "    if x<=16.4:\n",
    "        return '低体重'\n",
    "    if  16.4<x<=23.2:\n",
    "        return  '正常'\n",
    "    if  23.2<x<=26.3:\n",
    "        return  '超重'\n",
    "    elif  26.3<x:\n",
    "        return '肥胖'\n",
    "nan_data=ts['BMI'].apply(level).value_counts()\n",
    "    \n",
    "def level1(x):\n",
    "    if x<=16.4:\n",
    "        return '低体重'\n",
    "    if  16.4<x<=22.7:\n",
    "        return  '正常'\n",
    "    if  22.7<x<=25.2:\n",
    "        return  '超重'\n",
    "    elif  25.2<x:\n",
    "        return '肥胖'\n",
    "nv_data=tc['BMI'].apply(level1).value_counts()\n",
    "nv_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "id": "58fbe930",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.2, 0.3, '女BMI')"
      ]
     },
     "execution_count": 254,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,9))\n",
    "plt.pie(nan_data,autopct=\"%0.2f%%\",radius=1,pctdistance=0.95, \n",
    "        colors=['lightblue','lightgreen','red','orange'],\n",
    "        wedgeprops={'linewidth': 10,\n",
    "                    'width':0.5,\n",
    "                    'edgecolor':'white'\n",
    "                   })\n",
    "plt.legend(['正常','超重','肥胖','低体重'],bbox_to_anchor=(0,0.4),title='BMI')\n",
    "\n",
    "plt.pie(nv_data,autopct=\"%0.2f%%\",radius=0.7,\n",
    "        colors=['lightblue','lightgreen','red','orange'],\n",
    "        wedgeprops={'linewidth': 10,\n",
    "                    'width':0.5,\n",
    "                    'edgecolor':'white'\n",
    "                   })\n",
    "plt.title('男女BMI指数')\n",
    "plt.text(0.5,0.6,'男BMI')\n",
    "plt.text(0.2,0.3,'女BMI')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cc82b47f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
